{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Riskfolio-Lib Tutorial: \n",
    "<br>__[Financionerioncios](https://financioneroncios.wordpress.com)__\n",
    "<br>__[Orenji](https://www.orenj-i.net)__\n",
    "<br>__[Riskfolio-Lib](https://riskfolio-lib.readthedocs.io/en/latest/)__\n",
    "<br>__[Dany Cajas](https://www.linkedin.com/in/dany-cajas/)__\n",
    "<a href='https://ko-fi.com/B0B833SXD' target='_blank'><img height='36' style='border:0px;height:36px;' src='https://cdn.ko-fi.com/cdn/kofi1.png?v=2' border='0' alt='Buy Me a Coffee at ko-fi.com' /></a> \n",
    "\n",
    "## Tutorial 46: Classic Mean Risk Optimization with Network and Dendrogram Constraints\n",
    "\n",
    "This tutorial is based on the following working papers:\n",
    "\n",
    "- __[A Graph Theory Approach to Portfolio Optimization](https://papers.ssrn.com/sol3/papers.cfm?abstract_id=4602019)__\n",
    "- __[A Graph Theory Approach to Portfolio Optimization Part II](https://papers.ssrn.com/sol3/papers.cfm?abstract_id=4667426)__\n",
    "\n",
    "## 1. Downloading the data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[*********************100%%**********************]  25 of 25 completed\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import yfinance as yf\n",
    "import warnings\n",
    "\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "pd.options.display.float_format = '{:.4%}'.format\n",
    "\n",
    "# Date range\n",
    "start = '2016-01-01'\n",
    "end = '2019-12-30'\n",
    "\n",
    "# Tickers of assets\n",
    "assets = ['JCI', 'TGT', 'CMCSA', 'CPB', 'MO', 'APA', 'MMC', 'JPM',\n",
    "          'ZION', 'PSA', 'BAX', 'BMY', 'LUV', 'PCAR', 'TXT', 'TMO',\n",
    "          'DE', 'MSFT', 'HPQ', 'SEE', 'VZ', 'CNP', 'NI', 'T', 'BA']\n",
    "assets.sort()\n",
    "\n",
    "# Downloading data\n",
    "data = yf.download(assets, start = start, end = end)\n",
    "data = data.loc[:,('Adj Close', slice(None))]\n",
    "data.columns = assets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>APA</th>\n",
       "      <th>BA</th>\n",
       "      <th>BAX</th>\n",
       "      <th>BMY</th>\n",
       "      <th>CMCSA</th>\n",
       "      <th>CNP</th>\n",
       "      <th>CPB</th>\n",
       "      <th>DE</th>\n",
       "      <th>HPQ</th>\n",
       "      <th>JCI</th>\n",
       "      <th>...</th>\n",
       "      <th>NI</th>\n",
       "      <th>PCAR</th>\n",
       "      <th>PSA</th>\n",
       "      <th>SEE</th>\n",
       "      <th>T</th>\n",
       "      <th>TGT</th>\n",
       "      <th>TMO</th>\n",
       "      <th>TXT</th>\n",
       "      <th>VZ</th>\n",
       "      <th>ZION</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2016-01-05</th>\n",
       "      <td>-2.0257%</td>\n",
       "      <td>0.4057%</td>\n",
       "      <td>0.4035%</td>\n",
       "      <td>1.9693%</td>\n",
       "      <td>0.0180%</td>\n",
       "      <td>0.9305%</td>\n",
       "      <td>0.3678%</td>\n",
       "      <td>0.5784%</td>\n",
       "      <td>0.9483%</td>\n",
       "      <td>-1.1953%</td>\n",
       "      <td>...</td>\n",
       "      <td>1.5882%</td>\n",
       "      <td>0.0212%</td>\n",
       "      <td>2.8236%</td>\n",
       "      <td>0.9758%</td>\n",
       "      <td>0.6987%</td>\n",
       "      <td>1.7539%</td>\n",
       "      <td>-0.1729%</td>\n",
       "      <td>0.2410%</td>\n",
       "      <td>1.3734%</td>\n",
       "      <td>-1.0858%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-06</th>\n",
       "      <td>-11.4863%</td>\n",
       "      <td>-1.5879%</td>\n",
       "      <td>0.2412%</td>\n",
       "      <td>-1.7557%</td>\n",
       "      <td>-0.7727%</td>\n",
       "      <td>-1.2473%</td>\n",
       "      <td>-0.1736%</td>\n",
       "      <td>-1.1239%</td>\n",
       "      <td>-3.5867%</td>\n",
       "      <td>-0.9551%</td>\n",
       "      <td>...</td>\n",
       "      <td>0.5547%</td>\n",
       "      <td>0.0212%</td>\n",
       "      <td>0.1592%</td>\n",
       "      <td>-1.5647%</td>\n",
       "      <td>0.3108%</td>\n",
       "      <td>-1.0155%</td>\n",
       "      <td>-0.7653%</td>\n",
       "      <td>-3.0048%</td>\n",
       "      <td>-0.9034%</td>\n",
       "      <td>-2.9144%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-07</th>\n",
       "      <td>-5.1389%</td>\n",
       "      <td>-4.1922%</td>\n",
       "      <td>-1.6573%</td>\n",
       "      <td>-2.7699%</td>\n",
       "      <td>-1.1047%</td>\n",
       "      <td>-1.9769%</td>\n",
       "      <td>-1.2207%</td>\n",
       "      <td>-0.8856%</td>\n",
       "      <td>-4.6058%</td>\n",
       "      <td>-2.5394%</td>\n",
       "      <td>...</td>\n",
       "      <td>-2.2066%</td>\n",
       "      <td>-3.0309%</td>\n",
       "      <td>-1.0411%</td>\n",
       "      <td>-3.1557%</td>\n",
       "      <td>-1.6148%</td>\n",
       "      <td>-0.2700%</td>\n",
       "      <td>-2.2844%</td>\n",
       "      <td>-2.0570%</td>\n",
       "      <td>-0.5492%</td>\n",
       "      <td>-3.0020%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-08</th>\n",
       "      <td>0.2736%</td>\n",
       "      <td>-2.2705%</td>\n",
       "      <td>-1.6037%</td>\n",
       "      <td>-2.5425%</td>\n",
       "      <td>0.1098%</td>\n",
       "      <td>-0.2241%</td>\n",
       "      <td>0.5706%</td>\n",
       "      <td>-1.6402%</td>\n",
       "      <td>-1.7642%</td>\n",
       "      <td>-0.1649%</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.1539%</td>\n",
       "      <td>-1.1366%</td>\n",
       "      <td>-0.7308%</td>\n",
       "      <td>-0.1449%</td>\n",
       "      <td>0.0895%</td>\n",
       "      <td>-3.3838%</td>\n",
       "      <td>-0.1117%</td>\n",
       "      <td>-1.1387%</td>\n",
       "      <td>-0.9719%</td>\n",
       "      <td>-1.1254%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-11</th>\n",
       "      <td>-4.3384%</td>\n",
       "      <td>0.1693%</td>\n",
       "      <td>-1.6851%</td>\n",
       "      <td>-1.0215%</td>\n",
       "      <td>0.0915%</td>\n",
       "      <td>-1.1791%</td>\n",
       "      <td>0.5674%</td>\n",
       "      <td>0.5287%</td>\n",
       "      <td>0.6616%</td>\n",
       "      <td>0.0330%</td>\n",
       "      <td>...</td>\n",
       "      <td>1.6436%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.9870%</td>\n",
       "      <td>-0.1450%</td>\n",
       "      <td>1.2224%</td>\n",
       "      <td>1.4570%</td>\n",
       "      <td>0.5367%</td>\n",
       "      <td>-0.4607%</td>\n",
       "      <td>0.5800%</td>\n",
       "      <td>-1.9919%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                 APA       BA      BAX      BMY    CMCSA      CNP      CPB  \\\n",
       "Date                                                                         \n",
       "2016-01-05  -2.0257%  0.4057%  0.4035%  1.9693%  0.0180%  0.9305%  0.3678%   \n",
       "2016-01-06 -11.4863% -1.5879%  0.2412% -1.7557% -0.7727% -1.2473% -0.1736%   \n",
       "2016-01-07  -5.1389% -4.1922% -1.6573% -2.7699% -1.1047% -1.9769% -1.2207%   \n",
       "2016-01-08   0.2736% -2.2705% -1.6037% -2.5425%  0.1098% -0.2241%  0.5706%   \n",
       "2016-01-11  -4.3384%  0.1693% -1.6851% -1.0215%  0.0915% -1.1791%  0.5674%   \n",
       "\n",
       "                 DE      HPQ      JCI  ...       NI     PCAR      PSA  \\\n",
       "Date                                   ...                              \n",
       "2016-01-05  0.5784%  0.9483% -1.1953%  ...  1.5882%  0.0212%  2.8236%   \n",
       "2016-01-06 -1.1239% -3.5867% -0.9551%  ...  0.5547%  0.0212%  0.1592%   \n",
       "2016-01-07 -0.8856% -4.6058% -2.5394%  ... -2.2066% -3.0309% -1.0411%   \n",
       "2016-01-08 -1.6402% -1.7642% -0.1649%  ... -0.1539% -1.1366% -0.7308%   \n",
       "2016-01-11  0.5287%  0.6616%  0.0330%  ...  1.6436%  0.0000%  0.9870%   \n",
       "\n",
       "                SEE        T      TGT      TMO      TXT       VZ     ZION  \n",
       "Date                                                                       \n",
       "2016-01-05  0.9758%  0.6987%  1.7539% -0.1729%  0.2410%  1.3734% -1.0858%  \n",
       "2016-01-06 -1.5647%  0.3108% -1.0155% -0.7653% -3.0048% -0.9034% -2.9144%  \n",
       "2016-01-07 -3.1557% -1.6148% -0.2700% -2.2844% -2.0570% -0.5492% -3.0020%  \n",
       "2016-01-08 -0.1449%  0.0895% -3.3838% -0.1117% -1.1387% -0.9719% -1.1254%  \n",
       "2016-01-11 -0.1450%  1.2224%  1.4570%  0.5367% -0.4607%  0.5800% -1.9919%  \n",
       "\n",
       "[5 rows x 25 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Calculating returns\n",
    "\n",
    "Y = data[assets].pct_change().dropna()\n",
    "\n",
    "display(Y.head())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Estimating Mean Risk Portfolios\n",
    "\n",
    "### 2.1 Calculating the portfolio that minimizes risk"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "\n",
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>APA</th>\n",
       "      <th>BA</th>\n",
       "      <th>BAX</th>\n",
       "      <th>BMY</th>\n",
       "      <th>CMCSA</th>\n",
       "      <th>CNP</th>\n",
       "      <th>CPB</th>\n",
       "      <th>DE</th>\n",
       "      <th>HPQ</th>\n",
       "      <th>JCI</th>\n",
       "      <th>...</th>\n",
       "      <th>NI</th>\n",
       "      <th>PCAR</th>\n",
       "      <th>PSA</th>\n",
       "      <th>SEE</th>\n",
       "      <th>T</th>\n",
       "      <th>TGT</th>\n",
       "      <th>TMO</th>\n",
       "      <th>TXT</th>\n",
       "      <th>VZ</th>\n",
       "      <th>ZION</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>weights</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>5.2377%</td>\n",
       "      <td>4.3880%</td>\n",
       "      <td>2.1296%</td>\n",
       "      <td>6.9907%</td>\n",
       "      <td>3.2270%</td>\n",
       "      <td>0.0742%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>2.8446%</td>\n",
       "      <td>...</td>\n",
       "      <td>11.4529%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>14.9247%</td>\n",
       "      <td>0.1681%</td>\n",
       "      <td>6.5902%</td>\n",
       "      <td>4.0899%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>8.2768%</td>\n",
       "      <td>0.0000%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            APA      BA     BAX     BMY   CMCSA     CNP     CPB      DE  \\\n",
       "weights 0.0000% 0.0000% 5.2377% 4.3880% 2.1296% 6.9907% 3.2270% 0.0742%   \n",
       "\n",
       "            HPQ     JCI  ...       NI    PCAR      PSA     SEE       T  \\\n",
       "weights 0.0000% 2.8446%  ... 11.4529% 0.0000% 14.9247% 0.1681% 6.5902%   \n",
       "\n",
       "            TGT     TMO     TXT      VZ    ZION  \n",
       "weights 4.0899% 0.0000% 0.0000% 8.2768% 0.0000%  \n",
       "\n",
       "[1 rows x 25 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import riskfolio as rp\n",
    "\n",
    "# Building the portfolio object\n",
    "port = rp.Portfolio(returns=Y)\n",
    "\n",
    "# Calculating optimal portfolio\n",
    "\n",
    "# Select method and estimate input parameters:\n",
    "\n",
    "method_mu='hist' # Method to estimate expected returns based on historical data.\n",
    "method_cov='hist' # Method to estimate covariance matrix based on historical data.\n",
    "\n",
    "port.assets_stats(method_mu=method_mu, method_cov=method_cov)\n",
    "\n",
    "# Estimate optimal portfolio:\n",
    "\n",
    "model='Classic' # Could be Classic (historical), BL (Black Litterman) or FM (Factor Model)\n",
    "rm = 'MV' # Risk measure used, this time will be variance\n",
    "obj = 'MinRisk' # Objective function, could be MinRisk, MaxRet, Utility or Sharpe\n",
    "hist = True # Use historical scenarios for risk measures that depend on scenarios\n",
    "rf = 0 # Risk free rate\n",
    "l = 0 # Risk aversion factor, only useful when obj is 'Utility'\n",
    "\n",
    "w = port.optimization(model=model, rm=rm, obj=obj, rf=rf, l=l, hist=hist)\n",
    "\n",
    "display(w.T)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.2 Plotting Network and Cluster Network Allocation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Plotting the composition of the portfolio in MST\n",
    "fig, ax = plt.subplots(2,1, figsize=(10,16))\n",
    "ax = np.ravel(ax)\n",
    "\n",
    "ax[0] = rp.plot_network_allocation(returns=Y,\n",
    "                                   w=w,\n",
    "                                   codependence=\"pearson\",\n",
    "                                   linkage=\"ward\",\n",
    "                                   alpha_tail=0.05,\n",
    "                                   node_labels=True,\n",
    "                                   leaf_order=True,\n",
    "                                   kind='kamada',\n",
    "                                   seed=123,\n",
    "                                   ax=ax[0])\n",
    "\n",
    "# Plotting the composition of the portfolio in the Dendrogram Cluster Network\n",
    "ax[1] = rp.plot_clusters_network_allocation(returns=Y,\n",
    "                                            w=w,\n",
    "                                            codependence=\"pearson\",\n",
    "                                            linkage=\"ward\",\n",
    "                                            k=None,\n",
    "                                            max_k=10,\n",
    "                                            ax=ax[1])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Percentage Invested in Connected Assets 0.118262\n",
      "Percentage Invested in Related Assets 0.215525\n"
     ]
    }
   ],
   "source": [
    "ca = rp.connected_assets(Y,\n",
    "                         w,\n",
    "                         codependence=\"pearson\",\n",
    "                         graph=\"MST\",\n",
    "                         walk_size=1)\n",
    "\n",
    "ra = rp.related_assets(Y,\n",
    "                       w,codependence=\"pearson\",\n",
    "                       linkage=\"ward\",\n",
    "                       k=None,\n",
    "                       max_k=10)\n",
    "\n",
    "print(\"Percentage Invested in Connected Assets\",  np.round(ca,6))\n",
    "print(\"Percentage Invested in Related Assets\",  np.round(ra,6))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The indicators above tell us that the minimum variance portfolio invest an 11.8% in assets that are neighbors and a 21.5% in assets that are in the same cluster."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Estimating Mean Risk Portfolios with Constraints in Centrality Measure Vector and Connection Matrix \n",
    "\n",
    "### 3.1 Calculating the Centrality Measure Vector and Connection Matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Centrality Measure Vector\n",
      "[[1. 1. 1. 1. 2. 2. 1. 1. 1. 1. 8. 1. 2. 2. 2. 2. 4. 1. 1. 2. 1. 3. 3. 3.\n",
      "  1.]]\n",
      "Connection Matrix\n",
      "[[0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
      "  0.]\n",
      " [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0.\n",
      "  0.]\n",
      " [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0.\n",
      "  0.]\n",
      " [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0.\n",
      "  0.]\n",
      " [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0.\n",
      "  0.]\n",
      " [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 1.\n",
      "  0.]\n",
      " [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
      "  0.]\n",
      " [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0.\n",
      "  0.]\n",
      " [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
      "  0.]\n",
      " [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0.\n",
      "  0.]\n",
      " [1. 0. 0. 0. 1. 0. 0. 0. 1. 0. 0. 0. 1. 0. 0. 0. 1. 0. 0. 0. 1. 0. 1. 0.\n",
      "  1.]\n",
      " [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0.\n",
      "  0.]\n",
      " [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
      "  0.]\n",
      " [0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1.\n",
      "  0.]\n",
      " [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0.\n",
      "  0.]\n",
      " [0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0.\n",
      "  0.]\n",
      " [0. 0. 0. 0. 0. 0. 0. 1. 0. 1. 1. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0.\n",
      "  0.]\n",
      " [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0.\n",
      "  0.]\n",
      " [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0.\n",
      "  0.]\n",
      " [0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1.\n",
      "  0.]\n",
      " [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
      "  0.]\n",
      " [0. 0. 1. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
      "  0.]\n",
      " [0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
      "  0.]\n",
      " [0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0.\n",
      "  0.]\n",
      " [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
      "  0.]]\n"
     ]
    }
   ],
   "source": [
    "CV = rp.centrality_vector(Y,\n",
    "                          measure='Degree',\n",
    "                          codependence=\"pearson\",\n",
    "                          graph=\"MST\")\n",
    "\n",
    "B_1 = rp.connection_matrix(Y,\n",
    "                           codependence=\"pearson\",\n",
    "                           graph=\"MST\",\n",
    "                           walk_size=1)\n",
    "\n",
    "print(\"Centrality Measure Vector\")\n",
    "print(CV)\n",
    "print(\"Connection Matrix\")\n",
    "print(B_1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.2 Calculating the Portfolio that Invest in the Periphery of the MST"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>APA</th>\n",
       "      <th>BA</th>\n",
       "      <th>BAX</th>\n",
       "      <th>BMY</th>\n",
       "      <th>CMCSA</th>\n",
       "      <th>CNP</th>\n",
       "      <th>CPB</th>\n",
       "      <th>DE</th>\n",
       "      <th>HPQ</th>\n",
       "      <th>JCI</th>\n",
       "      <th>...</th>\n",
       "      <th>NI</th>\n",
       "      <th>PCAR</th>\n",
       "      <th>PSA</th>\n",
       "      <th>SEE</th>\n",
       "      <th>T</th>\n",
       "      <th>TGT</th>\n",
       "      <th>TMO</th>\n",
       "      <th>TXT</th>\n",
       "      <th>VZ</th>\n",
       "      <th>ZION</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>weights</th>\n",
       "      <td>0.5129%</td>\n",
       "      <td>2.1408%</td>\n",
       "      <td>13.9937%</td>\n",
       "      <td>8.9260%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>12.2815%</td>\n",
       "      <td>4.1940%</td>\n",
       "      <td>0.4590%</td>\n",
       "      <td>7.3677%</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>28.6244%</td>\n",
       "      <td>4.3912%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>7.0463%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>5.4456%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            APA      BA      BAX     BMY   CMCSA     CNP      CPB      DE  \\\n",
       "weights 0.5129% 2.1408% 13.9937% 8.9260% 0.0000% 0.0000% 12.2815% 4.1940%   \n",
       "\n",
       "            HPQ     JCI  ...      NI    PCAR      PSA     SEE       T     TGT  \\\n",
       "weights 0.4590% 7.3677%  ... 0.0000% 0.0000% 28.6244% 4.3912% 0.0000% 7.0463%   \n",
       "\n",
       "            TMO     TXT      VZ    ZION  \n",
       "weights 0.0000% 0.0000% 0.0000% 5.4456%  \n",
       "\n",
       "[1 rows x 25 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "port.acentrality = CV\n",
    "port.bcentrality = np.ones((1,1))\n",
    "\n",
    "# Estimate the portfolio that minimizes the risk\n",
    "w = port.optimization(model=model, rm=rm, obj=obj, rf=rf, l=l, hist=hist)\n",
    "\n",
    "display(w.T)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.2 Plotting portfolio composition in the network"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(10,8))\n",
    "\n",
    "ax = rp.plot_network_allocation(returns=Y,\n",
    "                                w=w,\n",
    "                                codependence=\"pearson\",\n",
    "                                linkage=\"ward\",\n",
    "                                alpha_tail=0.05,\n",
    "                                node_labels=True,\n",
    "                                leaf_order=True,\n",
    "                                kind='kamada',\n",
    "                                seed=123,\n",
    "                                ax=ax)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Percentage Invested in Connected Assets 0.0\n"
     ]
    }
   ],
   "source": [
    "ca = rp.connected_assets(Y,\n",
    "                         w,\n",
    "                         codependence=\"pearson\",\n",
    "                         graph=\"MST\",\n",
    "                         walk_size=1)\n",
    "\n",
    "print(\"Percentage Invested in Connected Assets\", np.round(ca,6))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.3 Calculating the Portfolio that Invest in the Assets that are not Neighbors\n",
    "\n",
    "### 3.3.1 Integer Programming (IP) Approach"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>APA</th>\n",
       "      <th>BA</th>\n",
       "      <th>BAX</th>\n",
       "      <th>BMY</th>\n",
       "      <th>CMCSA</th>\n",
       "      <th>CNP</th>\n",
       "      <th>CPB</th>\n",
       "      <th>DE</th>\n",
       "      <th>HPQ</th>\n",
       "      <th>JCI</th>\n",
       "      <th>...</th>\n",
       "      <th>NI</th>\n",
       "      <th>PCAR</th>\n",
       "      <th>PSA</th>\n",
       "      <th>SEE</th>\n",
       "      <th>T</th>\n",
       "      <th>TGT</th>\n",
       "      <th>TMO</th>\n",
       "      <th>TXT</th>\n",
       "      <th>VZ</th>\n",
       "      <th>ZION</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>weights</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>11.7612%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>8.2249%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>5.9049%</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>23.5537%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>20.5886%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            APA      BA      BAX     BMY   CMCSA     CNP     CPB      DE  \\\n",
       "weights 0.0000% 0.0000% 11.7612% 0.0000% 0.0000% 0.0000% 8.2249% 0.0000%   \n",
       "\n",
       "            HPQ     JCI  ...      NI    PCAR      PSA     SEE        T  \\\n",
       "weights 0.0000% 5.9049%  ... 0.0000% 0.0000% 23.5537% 0.0000% 20.5886%   \n",
       "\n",
       "            TGT     TMO     TXT      VZ    ZION  \n",
       "weights 0.0000% 0.0000% 0.0000% 0.0000% 0.0000%  \n",
       "\n",
       "[1 rows x 25 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "port.acentrality = None\n",
    "port.bcentrality = None\n",
    "\n",
    "# Adding the connection matrix as a network constraint\n",
    "port.network_ip = B_1\n",
    "port.solvers = ['MOSEK'] # we need a solver that supports integer programming\n",
    "\n",
    "# Estimate the portfolio that minimizes the risk\n",
    "w = port.optimization(model=model, rm=rm, obj=obj, rf=rf, l=l, hist=hist)\n",
    "\n",
    "display(w.T)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.3.2 Plotting portfolio composition in the network"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(10,8))\n",
    "\n",
    "ax = rp.plot_network_allocation(returns=Y,\n",
    "                                w=w,\n",
    "                                codependence=\"pearson\",\n",
    "                                linkage=\"ward\",\n",
    "                                alpha_tail=0.05,\n",
    "                                node_labels=True,\n",
    "                                leaf_order=True,\n",
    "                                kind='kamada',\n",
    "                                seed=123,\n",
    "                                ax=ax)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Percentage Invested in Connected Assets 0.0\n"
     ]
    }
   ],
   "source": [
    "ca = rp.connected_assets(Y,\n",
    "                         w,\n",
    "                         codependence=\"pearson\",\n",
    "                         graph=\"MST\",\n",
    "                         walk_size=1)\n",
    "\n",
    "print(\"Percentage Invested in Connected Assets\", np.round(ca,6))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.3.3 Semidefinite Programming (SDP) Approach"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>APA</th>\n",
       "      <th>BA</th>\n",
       "      <th>BAX</th>\n",
       "      <th>BMY</th>\n",
       "      <th>CMCSA</th>\n",
       "      <th>CNP</th>\n",
       "      <th>CPB</th>\n",
       "      <th>DE</th>\n",
       "      <th>HPQ</th>\n",
       "      <th>JCI</th>\n",
       "      <th>...</th>\n",
       "      <th>NI</th>\n",
       "      <th>PCAR</th>\n",
       "      <th>PSA</th>\n",
       "      <th>SEE</th>\n",
       "      <th>T</th>\n",
       "      <th>TGT</th>\n",
       "      <th>TMO</th>\n",
       "      <th>TXT</th>\n",
       "      <th>VZ</th>\n",
       "      <th>ZION</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>weights</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>6.5074%</td>\n",
       "      <td>4.7497%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>14.7983%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>3.4010%</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>18.8451%</td>\n",
       "      <td>0.7995%</td>\n",
       "      <td>13.0354%</td>\n",
       "      <td>5.1882%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>1.9472%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            APA      BA     BAX     BMY   CMCSA      CNP     CPB      DE  \\\n",
       "weights 0.0000% 0.0000% 6.5074% 4.7497% 0.0000% 14.7983% 0.0000% 0.0000%   \n",
       "\n",
       "            HPQ     JCI  ...      NI    PCAR      PSA     SEE        T  \\\n",
       "weights 0.0000% 3.4010%  ... 0.0000% 0.0000% 18.8451% 0.7995% 13.0354%   \n",
       "\n",
       "            TGT     TMO     TXT      VZ    ZION  \n",
       "weights 5.1882% 0.0000% 0.0000% 0.0000% 1.9472%  \n",
       "\n",
       "[1 rows x 25 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Adding the connection matrix as a network constraint\n",
    "port.network_sdp = B_1\n",
    "# port.network_penalty = 0.05 # This parameter is used for risk measures different form 'MV', 'KT' and 'SKT'\n",
    "\n",
    "port.solvers = ['CLARABEL'] # we need a solver that supports SDP programming\n",
    "\n",
    "# Estimate the portfolio that minimizes the risk\n",
    "w = port.optimization(model=model, rm=rm, obj=obj, rf=rf, l=l, hist=hist)\n",
    "\n",
    "display(w.T)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.3.4 Plotting portfolio composition in the network"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(10,8))\n",
    "\n",
    "ax = rp.plot_network_allocation(returns=Y,\n",
    "                                w=w,\n",
    "                                codependence=\"pearson\",\n",
    "                                linkage=\"ward\",\n",
    "                                alpha_tail=0.05,\n",
    "                                node_labels=True,\n",
    "                                leaf_order=True,\n",
    "                                kind='kamada',\n",
    "                                seed=123,\n",
    "                                ax=ax)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Percentage Invested in Connected Assets 0.0\n"
     ]
    }
   ],
   "source": [
    "ca = rp.connected_assets(Y,\n",
    "                         w,\n",
    "                         codependence=\"pearson\",\n",
    "                         graph=\"MST\",\n",
    "                         walk_size=1)\n",
    "\n",
    "print(\"Percentage Invested in Connected Assets\", np.round(ca,6))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4. Estimating Mean Risk Portfolios with Constraints in Dendrograms \n",
    "\n",
    "### 4.1 Calculating the Adjacency Label Matrix based on Dendrogram Clusters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Print Label Adjacency Matrix\n",
      "[[0. 1. 0. 0. 0. 0. 0. 1. 0. 1. 1. 1. 0. 0. 0. 0. 1. 0. 1. 0. 0. 0. 1. 0.\n",
      "  1.]\n",
      " [1. 0. 0. 0. 0. 0. 0. 1. 0. 1. 1. 1. 0. 0. 0. 0. 1. 0. 1. 0. 0. 0. 1. 0.\n",
      "  1.]\n",
      " [0. 0. 0. 1. 0. 0. 0. 0. 1. 0. 0. 0. 1. 0. 1. 0. 0. 0. 0. 0. 0. 1. 0. 0.\n",
      "  0.]\n",
      " [0. 0. 1. 0. 0. 0. 0. 0. 1. 0. 0. 0. 1. 0. 1. 0. 0. 0. 0. 0. 0. 1. 0. 0.\n",
      "  0.]\n",
      " [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 0. 0. 1.\n",
      "  0.]\n",
      " [0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 1. 0. 1. 0. 1. 0. 0. 0. 0. 0. 0.\n",
      "  0.]\n",
      " [0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 1. 0. 1. 0. 1. 0. 0. 0. 0. 0. 0.\n",
      "  0.]\n",
      " [1. 1. 0. 0. 0. 0. 0. 0. 0. 1. 1. 1. 0. 0. 0. 0. 1. 0. 1. 0. 0. 0. 1. 0.\n",
      "  1.]\n",
      " [0. 0. 1. 1. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 1. 0. 0. 0. 0. 0. 0. 1. 0. 0.\n",
      "  0.]\n",
      " [1. 1. 0. 0. 0. 0. 0. 1. 0. 0. 1. 1. 0. 0. 0. 0. 1. 0. 1. 0. 0. 0. 1. 0.\n",
      "  1.]\n",
      " [1. 1. 0. 0. 0. 0. 0. 1. 0. 1. 0. 1. 0. 0. 0. 0. 1. 0. 1. 0. 0. 0. 1. 0.\n",
      "  1.]\n",
      " [1. 1. 0. 0. 0. 0. 0. 1. 0. 1. 1. 0. 0. 0. 0. 0. 1. 0. 1. 0. 0. 0. 1. 0.\n",
      "  1.]\n",
      " [0. 0. 1. 1. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 1. 0. 0.\n",
      "  0.]\n",
      " [0. 0. 0. 0. 0. 1. 1. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 1. 0. 0. 0. 0. 0. 0.\n",
      "  0.]\n",
      " [0. 0. 1. 1. 0. 0. 0. 0. 1. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0.\n",
      "  0.]\n",
      " [0. 0. 0. 0. 0. 1. 1. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0.\n",
      "  0.]\n",
      " [1. 1. 0. 0. 0. 0. 0. 1. 0. 1. 1. 1. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 1. 0.\n",
      "  1.]\n",
      " [0. 0. 0. 0. 0. 1. 1. 0. 0. 0. 0. 0. 0. 1. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0.\n",
      "  0.]\n",
      " [1. 1. 0. 0. 0. 0. 0. 1. 0. 1. 1. 1. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 1. 0.\n",
      "  1.]\n",
      " [0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 1.\n",
      "  0.]\n",
      " [0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 1.\n",
      "  0.]\n",
      " [0. 0. 1. 1. 0. 0. 0. 0. 1. 0. 0. 0. 1. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0.\n",
      "  0.]\n",
      " [1. 1. 0. 0. 0. 0. 0. 1. 0. 1. 1. 1. 0. 0. 0. 0. 1. 0. 1. 0. 0. 0. 0. 0.\n",
      "  1.]\n",
      " [0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 1. 0. 0. 0.\n",
      "  0.]\n",
      " [1. 1. 0. 0. 0. 0. 0. 1. 0. 1. 1. 1. 0. 0. 0. 0. 1. 0. 1. 0. 0. 0. 1. 0.\n",
      "  0.]]\n"
     ]
    }
   ],
   "source": [
    "L_A = rp.clusters_matrix(Y,\n",
    "                         codependence=\"pearson\",\n",
    "                         linkage=\"ward\",\n",
    "                         k=None,\n",
    "                         max_k=10)\n",
    "\n",
    "print(\"Print Label Adjacency Matrix\")\n",
    "print(L_A)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4.2 Calculating the Portfolio that Invest in the Assets that are in different clusters\n",
    "\n",
    "### 4.2.1 IP Approach"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>APA</th>\n",
       "      <th>BA</th>\n",
       "      <th>BAX</th>\n",
       "      <th>BMY</th>\n",
       "      <th>CMCSA</th>\n",
       "      <th>CNP</th>\n",
       "      <th>CPB</th>\n",
       "      <th>DE</th>\n",
       "      <th>HPQ</th>\n",
       "      <th>JCI</th>\n",
       "      <th>...</th>\n",
       "      <th>NI</th>\n",
       "      <th>PCAR</th>\n",
       "      <th>PSA</th>\n",
       "      <th>SEE</th>\n",
       "      <th>T</th>\n",
       "      <th>TGT</th>\n",
       "      <th>TMO</th>\n",
       "      <th>TXT</th>\n",
       "      <th>VZ</th>\n",
       "      <th>ZION</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>weights</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>28.5043%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>27.7230%</td>\n",
       "      <td>0.0000%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            APA      BA     BAX     BMY   CMCSA     CNP     CPB      DE  \\\n",
       "weights 0.0000% 0.0000% 0.0000% 0.0000% 0.0000% 0.0000% 0.0000% 0.0000%   \n",
       "\n",
       "            HPQ     JCI  ...      NI    PCAR      PSA     SEE       T     TGT  \\\n",
       "weights 0.0000% 0.0000%  ... 0.0000% 0.0000% 28.5043% 0.0000% 0.0000% 0.0000%   \n",
       "\n",
       "            TMO     TXT       VZ    ZION  \n",
       "weights 0.0000% 0.0000% 27.7230% 0.0000%  \n",
       "\n",
       "[1 rows x 25 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Adding the adjacency label matrix as a network constraint\n",
    "port.network_ip = L_A\n",
    "port.solvers = ['MOSEK'] # we need a solver that supports integer programming\n",
    "\n",
    "# Estimate the portfolio that minimizes the risk\n",
    "w = port.optimization(model=model, rm=rm, obj=obj, rf=rf, l=l, hist=hist)\n",
    "\n",
    "display(w.T)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4.2.2 Plotting portfolio composition in the cluster network"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(10,8))\n",
    "\n",
    "ax = rp.plot_clusters_network_allocation(returns=Y,\n",
    "                                         w=w,\n",
    "                                         codependence=\"pearson\",\n",
    "                                         linkage=\"ward\",\n",
    "                                         k=None,\n",
    "                                         max_k=10,\n",
    "                                         ax=ax)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Percentage Invested in Related Assets 0.0\n"
     ]
    }
   ],
   "source": [
    "ra = rp.related_assets(Y,\n",
    "                       w,codependence=\"pearson\",\n",
    "                       linkage=\"ward\",\n",
    "                       k=None,\n",
    "                       max_k=10)\n",
    "\n",
    "print(\"Percentage Invested in Related Assets\",  np.round(ra,6))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4.2.3 SDP Approach"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>APA</th>\n",
       "      <th>BA</th>\n",
       "      <th>BAX</th>\n",
       "      <th>BMY</th>\n",
       "      <th>CMCSA</th>\n",
       "      <th>CNP</th>\n",
       "      <th>CPB</th>\n",
       "      <th>DE</th>\n",
       "      <th>HPQ</th>\n",
       "      <th>JCI</th>\n",
       "      <th>...</th>\n",
       "      <th>NI</th>\n",
       "      <th>PCAR</th>\n",
       "      <th>PSA</th>\n",
       "      <th>SEE</th>\n",
       "      <th>T</th>\n",
       "      <th>TGT</th>\n",
       "      <th>TMO</th>\n",
       "      <th>TXT</th>\n",
       "      <th>VZ</th>\n",
       "      <th>ZION</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>weights</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0778%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0397%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>1.4633%</td>\n",
       "      <td>...</td>\n",
       "      <td>1.4174%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>26.8979%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.2232%</td>\n",
       "      <td>0.0314%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>27.3912%</td>\n",
       "      <td>0.0000%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            APA      BA     BAX     BMY   CMCSA     CNP     CPB      DE  \\\n",
       "weights 0.0000% 0.0000% 0.0778% 0.0000% 0.0000% 0.0397% 0.0000% 0.0000%   \n",
       "\n",
       "            HPQ     JCI  ...      NI    PCAR      PSA     SEE       T     TGT  \\\n",
       "weights 0.0000% 1.4633%  ... 1.4174% 0.0000% 26.8979% 0.0000% 0.2232% 0.0314%   \n",
       "\n",
       "            TMO     TXT       VZ    ZION  \n",
       "weights 0.0000% 0.0000% 27.3912% 0.0000%  \n",
       "\n",
       "[1 rows x 25 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Adding the adjacency label matrix as a network constraint\n",
    "port.network_sdp = L_A\n",
    "port.solvers = ['MOSEK'] # we need a solver that supports integer programming\n",
    "\n",
    "# Estimate the portfolio that minimizes the risk\n",
    "w = port.optimization(model=model, rm=rm, obj=obj, rf=rf, l=l, hist=hist)\n",
    "\n",
    "display(w.T)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4.2.4 Plotting portfolio composition in the cluster network"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(10,8))\n",
    "\n",
    "ax = rp.plot_clusters_network_allocation(returns=Y,\n",
    "                                         w=w,\n",
    "                                         codependence=\"pearson\",\n",
    "                                         linkage=\"ward\",\n",
    "                                         k=None,\n",
    "                                         max_k=10,\n",
    "                                         ax=ax)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Percentage Invested in Related Assets 0.013711\n"
     ]
    }
   ],
   "source": [
    "ra = rp.related_assets(Y,\n",
    "                       w,codependence=\"pearson\",\n",
    "                       linkage=\"ward\",\n",
    "                       k=None,\n",
    "                       max_k=10)\n",
    "\n",
    "print(\"Percentage Invested in Related Assets\",  np.round(ra,6))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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